{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import cv2\n",
    "import os\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "img = Image.open('24_F_2_R_D_2_1.jpg')\n",
    "img_numpy = np.array(img, 'uint8')\n",
    "gray = cv2.cvtColor(img_numpy, cv2.COLOR_BGR2GRAY) #바꾸려는 img가 이미 gray이면 에러남\n",
    "cv2.imwrite('24_F_2_R_D_2_1_gray.jpg', gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://opencv-python.readthedocs.io/en/latest/doc/13.imageGradient/imageGradient.html\n",
    "https://handmap.github.io/gradients-and-edge-detection/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 'origin','Laplacian', 'Sobel X', 'Sobel Y','Canny','bitsize_or','bitwise_or_blur','bitwise_or_blur_canny' 비교"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img = cv2.imread('24_F_2_R_D_2_1_gray.jpg')\n",
    "canny = cv2.Canny(img,30,70)\n",
    "\n",
    "laplacian = cv2.Laplacian(img,cv2.CV_8U) #전체 방향으로의 가장자리를 추출\n",
    "sobelx = cv2.Sobel(img,cv2.CV_8U,1,0,ksize=3)\n",
    "sobely = cv2.Sobel(img,cv2.CV_8U,0,1,ksize=3)\n",
    "bitwise_or = cv2.bitwise_or(sobelx,sobely)\n",
    "bitwise_or_blur = cv2.GaussianBlur(bitwise_or, (9, 9), 0)\n",
    "bitwise_or_blur_canny = cv2.Canny(bitwise_or_blur,20,80)\n",
    "images = [img,laplacian, sobelx, sobely, canny,bitwise_or,bitwise_or_blur,bitwise_or_blur_canny]\n",
    "titles = ['origin','Laplacian', 'Sobel X', 'Sobel Y','Canny','bitsize_or','bitwise_or_blur','bitwise_or_blur_canny']\n",
    "\n",
    "for i in range(8):\n",
    "    plt.subplot(2,4,i+1),plt.imshow(images[i]),plt.title([titles[i]])\n",
    "    plt.xticks([]),plt.yticks([])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### bitwise_or에 GaussianBlur,Canny 다양하게"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img = cv2.imread('24_F_2_R_D_2_1_gray.jpg')\n",
    "canny = cv2.Canny(img,30,70)\n",
    "\n",
    "laplacian = cv2.Laplacian(img,cv2.CV_8U) #전체 방향으로의 가장자리를 추출\n",
    "sobelx = cv2.Sobel(img,cv2.CV_8U,1,0,ksize=3)\n",
    "sobely = cv2.Sobel(img,cv2.CV_8U,0,1,ksize=3)\n",
    "bitwise_or = cv2.bitwise_or(sobelx,sobely)\n",
    "bitwise_or_blur1 = cv2.GaussianBlur(bitwise_or, (9, 9), 0) #9,20,100\n",
    "bitwise_or_blur1_canny = cv2.Canny(bitwise_or_blur,20,120)\n",
    "\n",
    "bitwise_or_blur2 = cv2.GaussianBlur(bitwise_or, (9, 9), 0) ###얘로\n",
    "bitwise_or_blur2_canny = cv2.Canny(bitwise_or_blur2,20,140)\n",
    "\n",
    "bitwise_or_blur3 = cv2.GaussianBlur(bitwise_or, (5, 5), 0)\n",
    "bitwise_or_blur3_canny = cv2.Canny(bitwise_or_blur3,20,100)\n",
    "\n",
    "bitwise_or_blur4 = cv2.GaussianBlur(bitwise_or, (3, 3), 0)\n",
    "bitwise_or_blur4_canny = cv2.Canny(bitwise_or_blur4,20,100)\n",
    "\n",
    "images = [bitwise_or_blur1_canny,bitwise_or_blur2_canny,bitwise_or_blur3_canny,bitwise_or_blur4_canny]\n",
    "titles = ['bitwise_or_blur1_canny','bitwise_or_blur2_canny','bitwise_or_blur3_canny','bitwise_or_blur4_canny']\n",
    "\n",
    "for i in range(4):\n",
    "    plt.subplot(2,4,i+1),plt.imshow(images[i]),plt.title([titles[i]])\n",
    "    plt.xticks([]),plt.yticks([])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "file_list = os.listdir(\"val/test/\") ###변환 전 train img 위치\n",
    "for i in file_list:\n",
    "    img = cv2.imread('val/test/'+i)\n",
    "    canny = cv2.Canny(img,30,70)\n",
    "\n",
    "    laplacian = cv2.Laplacian(img,cv2.CV_8U) #전체 방향으로의 가장자리를 추출\n",
    "    sobelx = cv2.Sobel(img,cv2.CV_8U,1,0,ksize=3)\n",
    "    sobely = cv2.Sobel(img,cv2.CV_8U,0,1,ksize=3)\n",
    "    bitwise_or = cv2.bitwise_or(sobelx,sobely)\n",
    "    bitwise_or_blur1 = cv2.GaussianBlur(bitwise_or, (7, 7), 0) #9,20,100\n",
    "    bitwise_or_blur1_canny = cv2.Canny(bitwise_or_blur,20,120)\n",
    "    #plt.imshow(bitwise_or_blur1_canny)\n",
    "    cv2.imwrite(\"scaled_val/\"+i, bitwise_or_blur1_canny)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "\n",
    "im = Image.open('126_F_1_R_D_1_1_gray.jpg') # Image load\n",
    "im_array = np.asarray(im) # Image to np.array\n",
    "\n",
    "kernel1d = cv2.getGaussianKernel(5, 3)\n",
    "kernel2d = np.outer(kernel1d, kernel1d.transpose())\n",
    "\n",
    "low_im_array = cv2.filter2D(im_array, -1, kernel2d) # convolve\n",
    "\n",
    "low_im = Image.fromarray(low_im_array) # np.array to Image\n",
    "plt.imshow(low_im)\n",
    "low_im.save('126_F_1_R_D_1_1_gray_gau.jpg','BMP')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "# Load the image, convert it to grayscale, and blur it\n",
    "# slightly to remove high frequency edges that we aren't\n",
    "# interested in\n",
    "#image = cv2.imread(\"126_F_1_R_D_1_1_gray.jpg\")\n",
    "#image = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n",
    "image = cv2.GaussianBlur(bitwise_or, (5, 5), 0)\n",
    "#cv2.imshow(\"Blurred\", image)\n",
    "cv2.imwrite(\"blurred.png\", image)\n",
    "\n",
    "# When performing Canny edge detection we need two values\n",
    "# for hysteresis: threshold1 and threshold2. Any gradient\n",
    "# value larger than threshold2 are considered to be an\n",
    "# edge. Any value below threshold1 are considered not to\n",
    "# ben an edge. Values in between threshold1 and threshold2\n",
    "# are either classified as edges or non-edges based on how\n",
    "# the intensities are \"connected\". In this case, any gradient\n",
    "# values below 30 are considered non-edges whereas any value\n",
    "# above 150 are considered edges.\n",
    "canny = cv2.Canny(image, 30, 150)\n",
    "#cv2.imshow(\"Canny\", canny)\n",
    "cv2.imwrite(\"canny-img.png\", canny)\n",
    "cv2.waitKey(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img = cv2.imread('126_F_1_R_D_1_1_gray.jpg')\n",
    "canny = cv2.Canny(img,30,70)\n",
    "\n",
    "laplacian = cv2.Laplacian(img,cv2.CV_8U) #전체 방향으로의 가장자리를 추출\n",
    "sobelx = cv2.Sobel(img,cv2.CV_8U,1,0,ksize=3)\n",
    "sobely = cv2.Sobel(img,cv2.CV_8U,0,1,ksize=3)\n",
    "bitwise_or = cv2.bitwise_or(sobelx,sobely)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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